update main readme pre v1.10
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<div align="center">
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-# `Agent Zero`
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+<img src="docs/res/a0-vector-graphics/horizontal_banner.svg" alt="Agent Zero Banner" width="100%"/>
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-<p align="center">
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- <a href="https://trendshift.io/repositories/11745" target="_blank"><img src="https://trendshift.io/api/badge/repositories/11745" alt="frdel%2Fagent-zero | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
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-</p>
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+# Agent Zero
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+### AI agents with a full Linux system at their fingertips, and yours.
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-[](https://agent-zero.ai) [](https://github.com/sponsors/agent0ai) [](https://x.com/Agent0ai) [](https://discord.gg/B8KZKNsPpj) [](https://www.youtube.com/@AgentZeroFW) [](https://www.linkedin.com/in/jan-tomasek/) [](https://warpcast.com/agent-zero)
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+Agent Zero is a dynamic, organic agentic framework for running AI agents that can create tools, write code, browse the web, cooperate with other agents, and keep learning from your goals and projects.
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+[](https://agent-zero.ai)
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+[](./docs/)
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+[](https://discord.gg/B8KZKNsPpj)
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+[](https://github.com/sponsors/agent0ai)
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-## Documentation:
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+[Introduction](#what-agent-zero-is) |
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+[Space Agent](#agent-zero-and-space-agent) |
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+[Quick Start](#quick-start) |
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+[CLI Connector](#a0-cli-connector-use-agent-zero-on-your-host-machine) |
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+[Features](#what-makes-agent-zero-different) |
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+[Examples](#try-these-first) |
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+[Docs](#documentation)
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-[Introduction](#a-personal-organic-agentic-framework-that-grows-and-learns-with-you) •
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-[Installation](./docs/setup/installation.md) •
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-[How to update](./docs/setup/installation.md#how-to-update-agent-zero) <br>
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-[Development Setup](./docs/setup/dev-setup.md) •
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-[Usage](./docs/guides/usage.md)
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+[](https://deepwiki.com/agent0ai/agent-zero)
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+[Ask ChatGPT](https://chatgpt.com/?q=Analyze%20this%3A%20https%3A%2F%2Fgithub.com%2Fagent0ai%2Fagent-zero) |
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+[Ask Claude](https://claude.ai/new?q=Analyze%20this%3A%20https%3A%2F%2Fgithub.com%2Fagent0ai%2Fagent-zero)
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-Or see DeepWiki generated documentation:
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-[](https://deepwiki.com/agent0ai/agent-zero)
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+</div>
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+<div align="center">
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+<a href="https://www.youtube.com/watch?v=k78HX_RA9Q0&t=19s">
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+<img src="docs/res/thumbnail-install.webp" alt="Agent Zero Installation Guide" width="100%"/>
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+</a>
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</div>
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+# What Is Agent Zero
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-<div align="center">
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+Agent Zero is not a predefined one-purpose agent.
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-> ### 🚨 **AGENT ZERO SKILLS** 🚨
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-> **Skills System** - portable, structured agent capabilities using the open `SKILL.md` standard (compatible with Claude Code, Codex and more).
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->
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-> **Plus:** Git-based Projects with authentication for public/private repositories - clone codebases directly into isolated workspaces.
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->
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-> See [Usage Guide](./docs/guides/usage.md) and [Projects Tutorial](./docs/guides/projects.md) to get started.
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-</div>
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+It is a transparent, extensible framework where the agent can use the operating system as a tool: a real Linux environment, terminal, code execution, files, memory, browser automation, plugins, and tools it learns to create along the way.
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+
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+The goal is simple: give an AI agent enough environment, memory, communication, and freedom to solve real tasks while keeping the work inspectable and steerable by you.
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+
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+## How To Install
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+### macOS / Linux
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+```bash
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+curl -fsSL https://bash.agent-zero.ai | bash
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+```
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+
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+### Windows PowerShell
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+
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+```powershell
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+irm https://ps.agent-zero.ai | iex
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+```
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+
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+### Docker Desktop already installed? Use this command directly
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+
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+```bash
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+docker run -p 80:80 -v a0_usr:/a0/usr agent0ai/agent-zero
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+```
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-[](https://www.youtube.com/watch?v=MdzLhWWoxEs)
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+Then open the Web UI, configure your LLM provider, and start with a concrete task. For the full setup path, including updates and platform notes, see the [Installation guide](./docs/setup/installation.md).
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+# What Makes Agent Zero Different
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-## A personal, organic agentic framework that grows and learns with you
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+## Computer as a Tool
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+Agent Zero can use a Kali Linux system to accomplish your task. It can inspect files, run commands, write code, install and use tools, create scripts, search the web, and adapt its workflow as the task evolves.
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+The important idea is not a fixed list of buttons. The important idea is that the agent can build and use the right tool when the work demands it.
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-- Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it.
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-- Agent Zero is fully transparent, readable, comprehensible, customizable, and interactive.
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-- Agent Zero uses the computer as a tool to accomplish its (your) tasks.
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+## Universal Canvas
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-# ⚙️ Installation
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+Agent Zero is becoming more visual and collaborative. The right-side Universal Canvas gives agents and humans shared working surfaces for browser sessions, Office files, workspace history, and other plugin panels.
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-Click to open a video to learn how to install Agent Zero:
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+The canvas makes agent work visible. You can watch it browse, inspect what changed, open files, cowork on deliverables, and intervene before a small mistake becomes a large one.
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-[](https://www.youtube.com/watch?v=2-qFNUvqrXA)
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+## Cowork on Office Documents
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-### ⚡ Quick Start
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+Create, open, and cowork with the AI on documents, spreadsheets, and presentation decks.
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+
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+
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+<img width="1280" height="656" alt="Agent Zero Collabora Office" src="https://github.com/user-attachments/assets/23893e10-cee9-4ee1-8f92-66193c25f0cd" />
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+<br>
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+
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+The Office canvas supports editable artifacts with Collabora Online and WOPI, including DOCX, XLSX, and PPTX workflows. Agents can create substantial deliverables, read their contents, apply precise saved edits, preserve version history, and generate native XLSX charts directly inside spreadsheets.
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+
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+## Native Browser With Annotations and Extensions
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+
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+<img width="1280" height="656" alt="Native Browser" src="https://github.com/user-attachments/assets/2e7aa52c-317a-4ded-987c-4d7f12e1bdd7" />
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+<br>
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+
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+Agent Zero includes a direct Playwright-powered Browser tool with a visible WebUI viewer. The agent can navigate pages, inspect readable page content, and act through typed page references such as `[link 3]`, `[button 6]`, and `[input text 8]`.
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+
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+For web and mobile development, Annotate mode lets you click page elements or regions and leave actionable comments for the agent targeted at the page itself. You can review a UI visually, mark what needs to change, and send those notes straight back into the conversation.
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+
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+The Browser also supports Chrome extensions installed from the Chrome Web Store directly inside the Agent Zero browser environment, so workflows can use the same kind of browser capabilities real users depend on.
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+
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+
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+# A0 CLI Connector: Use Agent Zero on Your Host Machine
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+
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+Agent Zero is safe when it lives in Docker. The **A0 CLI Connector** is how you intentionally let it work beyond the container: on your host machine, in a terminal-first workflow, or against a server where you do not want a GUI at all.
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+
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+<img width="1084" height="656" alt="A0 CLI Connector" src="https://github.com/user-attachments/assets/72d405df-d9a0-4d4b-8f96-edfa482bdb13" />
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+<br>
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+
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+Install the connector on the machine you want Agent Zero to work on, not inside the Agent Zero container.
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+
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+### macOS / Linux
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-**macOS / Linux:**
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```bash
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-curl -fsSL https://bash.agent-zero.ai | bash
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+curl -LsSf https://cli.agent-zero.ai/install.sh | sh
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```
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-**Windows (PowerShell):**
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+### Windows PowerShell
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+
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```powershell
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-irm https://ps.agent-zero.ai | iex
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+irm https://cli.agent-zero.ai/install.ps1 | iex
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```
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-**Docker:**
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+Then run:
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+
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```bash
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-docker run -p 80:80 agent0ai/agent-zero
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+a0
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```
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-A detailed setup guide for Windows, macOS, and Linux can be found in the Agent Zero Documentation at [this page](./docs/setup/installation.md).
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+`a0` connects your terminal to an Agent Zero instance. It can usually discover a local instance automatically, or you can point it at a remote Agent Zero URL hosted somewhere else, such as a VPS or tunnel.
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+When you activate **Read+Write** access and the **Remote Code Execution Tool** in the CLI, Agent Zero can operate on the filesystem and shell of the machine where `a0` is running. That means it can work on your real local project files, not only files inside the Docker sandbox.
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-# 💡 Key Features
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+This is especially useful if you:
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-1. **General-purpose Assistant**
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+- prefer CLI workflows;
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+- want Agent Zero to work in an existing local repository;
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+- are running Agent Zero on a remote server;
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+- need code execution on a headless machine without using the Web UI;
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+- want Docker isolation for Agent Zero while still granting explicit, controlled access to selected host-side work.
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-- Agent Zero is not pre-programmed for specific tasks (but can be). It is meant to be a general-purpose personal assistant. Give it a task, and it will gather information, execute commands and code, cooperate with other agent instances, and do its best to accomplish it.
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-- It has a persistent memory, allowing it to memorize previous solutions, code, facts, instructions, etc., to solve tasks faster and more reliably in the future.
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+For full setup details, manual fallback installation, and remote-host tips, see the [A0 CLI Connector guide](./docs/guides/a0-cli-connector.md).
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-
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-2. **Computer as a Tool**
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+### Projects, Skills, and Agent Profiles
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-- Agent Zero uses the operating system as a tool to accomplish its tasks. It has no single-purpose tools pre-programmed. Instead, it can write its own code and use the terminal to create and use its own tools as needed.
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-- The only default tools in its arsenal are online search, memory features, communication (with the user and other agents), and code/terminal execution. Everything else is created by the agent itself or can be extended by the user.
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-- Tool usage functionality has been developed from scratch to be the most compatible and reliable, even with very small models.
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-- **Default Tools:** Agent Zero includes tools like knowledge, code execution, and communication.
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-- **Creating Custom Tools:** Extend Agent Zero's functionality by creating your own custom tools.
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-- **Skills (SKILL.md Standard):** Skills are contextual expertise loaded dynamically when relevant. They use the open SKILL.md standard (developed by Anthropic), making them compatible with Claude Code, Cursor, Goose, OpenAI Codex CLI, and GitHub Copilot.
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+Projects isolate workspaces, instructions, memory, secrets, knowledge, repositories, and model presets. Clone a public or private Git repo into an isolated project and give the agent context that belongs to that work alone.
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-3. **Multi-agent Cooperation**
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+Skills use the open `SKILL.md` standard: portable, structured capabilities that can be activated globally, per project, or for the current chat. Agent Profiles let you switch the behavior, prompt overrides, tools, extensions, and model configuration of the active agent without rewriting the whole system.
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-- Every agent has a superior agent giving it tasks and instructions. Every agent then reports back to its superior.
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-- In the case of the first agent in the chain (Agent 0), the superior is the human user; the agent sees no difference.
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-- Every agent can create its subordinate agent to help break down and solve subtasks. This helps all agents keep their context clean and focused.
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+### Multi-Agent Cooperation
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+Every agent can create subordinate agents to break down work. The superior gives tasks and receives reports; subagents keep their own contexts focused and return their findings when done.
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-### Browser
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+This makes Agent Zero useful for research, software engineering, data analysis, plugin development, and tasks where several specialized perspectives are better than one overloaded context.
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-- Browser automation is provided by the built-in `_browser` plugin and the direct `browser` tool.
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-- The tool uses Playwright operations controlled by the main agent, with typed page refs such as `[link 3]` and `[button 6]`.
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-- The plugin includes a visible WebUI browser viewer for open sessions.
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-- Playwright Chromium: **Docker** images ship the headless shell preinstalled. **Local development** installs it on first browser use via `ensure_playwright_binary()` in `plugins/_browser/helpers/playwright.py` (into `tmp/playwright`); you can pre-install manually (see [Development Setup](docs/setup/dev-setup.md)) to skip the wait.
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+### Transparent and Extensible by Design
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-4. **Completely Customizable and Extensible**
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+Almost nothing is hidden. Prompts live in `prompts/`, tools live in `tools/` or plugins, and built-in behavior can be inspected, changed, replaced, or extended.
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-- Almost nothing in this framework is hard-coded. Nothing is hidden. Everything can be extended or changed by the user.
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-- The whole behavior is defined by a system prompt in the **prompts/default/agent.system.md** file. Change this prompt and change the framework dramatically.
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-- The framework does not guide or limit the agent in any way. There are no hard-coded rails that agents have to follow.
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-- Every prompt, every small message template sent to the agent in its communication loop can be found in the **prompts/** folder and changed.
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-- Built-in tools live in the core **tools/** folder or in built-in plugins under **plugins/** and can be adapted or extended.
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-- **Automated configuration** via `A0_SET_` environment variables for deployment automation and easy setup.
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+Agent Zero supports plugins, MCP, A2A, custom tools, custom prompts, project-scoped configuration, environment-based deployment settings, and a Web UI designed to keep the agent's work readable in real time.
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-
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+### Also Included
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-5. **Communication is Key**
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+- Fully Dockerized runtime with a clean Web UI.
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+- Real-time streamed output so you can interrupt, redirect, or refine the work as it happens.
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+- Speech-to-text and text-to-speech support.
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+- Chat load/save, generated HTML logs, file browser, settings UI, and deployment-friendly `A0_SET_` configuration.
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-- Give your agent a proper system prompt and instructions, and it can do miracles.
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-- Agents can communicate with their superiors and subordinates, asking questions, giving instructions, and providing guidance. Instruct your agents in the system prompt on how to communicate effectively.
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-- The terminal interface is real-time streamed and interactive. You can stop and intervene at any point. If you see your agent heading in the wrong direction, just stop and tell it right away.
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-- There is a lot of freedom in this framework. You can instruct your agents to regularly report back to superiors asking for permission to continue. You can instruct them to use point-scoring systems when deciding when to delegate subtasks. Superiors can double-check subordinates' results and dispute. The possibilities are endless.
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+## Try These First
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-## 🚀 Real-world use cases
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+- **Research with a browser:** "Open the browser, compare three project management tools for a small AI team, and summarize the tradeoffs with source links."
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+- **Cowork on a spreadsheet:** "Create an editable XLSX budget model with assumptions, monthly projections, and a native chart."
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+- **Review a web UI:** "Open my local app in the Browser. I will annotate the page with comments; then implement the requested UI fixes."
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+- **Work inside a Git project:** "Clone this repository into a new project, inspect the architecture, and propose the safest first improvement."
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+- **Create a specialist:** "Create an Agent Profile for financial analysis with cautious reasoning, clear assumptions, and spreadsheet-first deliverables."
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+- **Recover a workspace:** "Show me recent Time Travel snapshots and explain what changed before I revert anything."
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-- **Financial Analysis & Charting** - `"Find last month's Bitcoin/USD price trend, correlate with major cryptocurrency news events, generate annotated chart with highlighted key dates"`
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+## Agent Zero and Space Agent
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-- **Excel Automation Pipeline** - `"Scan incoming directory for financial spreadsheets, validate and clean data, consolidate from multiple sources, generate executive reports with flagged anomalies"`
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+Agent Zero is the open framework and Linux-powered agent workbench.
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-- **API Integration Without Code** - `"Use this Google Gemini API snippet to generate product images, remember the integration for future use"` - agent learns and stores the solution in memory
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+[Space Agent](https://github.com/agent0ai/space-agent) is our newer product direction for the agent-shaped workspace: a Space the agent can reshape from inside your browser, with live demos, a desktop app, and a path to running a real server for yourself or your team.
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+
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+<p align="left">
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+ <a href="https://www.youtube.com/watch?v=CNRHxEZ8yqs"><img src="https://github.com/agent0ai/space-agent/raw/main/.github/thumbnail.webp" alt="Watch Space Agent on YouTube" width="560" /></a>
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+</p>
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-- **Automated Server Monitoring** - `"Check server status every 30 minutes: CPU usage, disk space, memory. Alert if metrics exceed thresholds"` (scheduled task with project-scoped credentials)
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+If you want the raw power and deep customizability of an agent with a full Linux system, start here with Agent Zero. If you want the polished Space experience for easier personal, team, desktop, or self-hosted use, explore [Space Agent](https://github.com/agent0ai/space-agent).
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-- **Multi-Client Project Isolation** - Separate projects for each client with isolated memory, custom instructions, and dedicated secrets - prevents context bleed across sensitive work
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-## 🐳 Fully Dockerized, with Speech-to-Text and TTS
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+## Time Travel (powered by Space Agent)
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-
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+Time Travel gives Agent Zero-owned `/a0/usr` workspaces snapshot history, diff inspection, travel, and revert. It is designed for recoverable agent work: see what changed, compare files, inspect a past state, and roll back when needed. Try it in Space Agent as well (link above).
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-- Customizable settings allow users to tailor the agent's behavior and responses to their needs.
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-- The Web UI output is very clean, fluid, colorful, readable, and interactive; nothing is hidden.
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-- You can load or save chats directly within the Web UI.
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-- The same output you see in the terminal is automatically saved to an HTML file in **logs/** folder for every session.
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+<img alt="Time Travel" src="docs/res/time-travel.png" />
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-
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+It is not a replacement for Git or backups. It is a practical safety layer for the workspace where agents are actively creating and editing files.
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-- Agent output is streamed in real-time, allowing users to read along and intervene at any time.
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-- No coding is required; only prompting and communication skills are necessary.
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-- With a solid system prompt, the framework is reliable even with small models, including precise tool usage.
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+## Real-World Use Cases
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-## 👀 Keep in Mind
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+- **Software engineering:** inspect a codebase, make scoped edits, run tests, explain tradeoffs, and keep a recoverable history of file changes.
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+- **Host-machine development:** connect with `a0`, grant Read+Write and remote execution when needed, and let Agent Zero work in your real local repositories.
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+- **Financial analysis and charting:** collect data, correlate events, create spreadsheets, and generate editable charts.
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+- **Office deliverables:** cowork on documents, spreadsheets, and presentation decks instead of trapping the result in chat text.
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+- **Web and mobile QA:** browse an app, annotate UI issues, install browser extensions, and turn visual comments into actionable fixes.
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+- **API integration:** paste an API snippet, let the agent build a working example, and store the pattern for future use.
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+- **Client/project isolation:** keep memory, secrets, instructions, files, and model choices separated by project.
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+- **Scheduled operations:** run recurring checks and monitoring tasks with project-scoped context and credentials.
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-1. **Agent Zero Can Be Dangerous!**
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+## Safety Model
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-- With proper instruction, Agent Zero is capable of many things, even potentially dangerous actions concerning your computer, data, or accounts. Always run Agent Zero in an isolated environment (like Docker) and be careful what you wish for.
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+Agent Zero is powerful because it can use a real environment. Treat it with the same respect you would give a capable developer with shell access.
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-2. **Agent Zero Is Prompt-based.**
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+- Keep it running inside Docker or another isolated environment.
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+- Do not mount your entire home directory unless you understand the risk.
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+- Grant A0 CLI Read+Write access and remote code execution only for machines and workspaces you trust.
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+- Store credentials in project secrets or settings, not in prompts or public files.
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+- Review actions that touch accounts, money, production systems, or private data.
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+- Keep backups for important workspaces.
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+- Install browser extensions and third-party plugins only from sources you trust.
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-- The whole framework is guided by the **prompts/** folder. Agent guidelines, tool instructions, messages, utility AI functions, it's all there.
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+## Documentation
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+| I want to... | Start here |
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+| --- | --- |
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+| Install or update Agent Zero | [Installation](./docs/setup/installation.md) |
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+| Learn the UI and basic workflow | [Quickstart](./docs/quickstart.md) |
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+| Connect Agent Zero to host-machine files and shell | [A0 CLI Connector](./docs/guides/a0-cli-connector.md) |
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+| Use projects and Git workspaces | [Projects guide](./docs/guides/projects.md) |
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+| Create or switch Agent Profiles | [Agent Profiles](./docs/guides/agent-profiles.md) |
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+| Use skills and agent capabilities | [Usage guide](./docs/guides/usage.md) |
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+| Configure MCP or external tools | [MCP setup](./docs/guides/mcp-setup.md) |
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+| Understand the architecture | [Architecture](./docs/developer/architecture.md) |
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+| Build extensions or plugins | [Extensions](./docs/developer/extensions.md) |
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+| Contribute to the project | [Contributing](./docs/guides/contribution.md) |
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+| Troubleshoot problems | [Troubleshooting](./docs/guides/troubleshooting.md) |
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-## 📚 Read the Documentation
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+## Build With Us
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-| Page | Description |
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-|-------|-------------|
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-| [Installation](./docs/setup/installation.md) | Installation, setup and configuration |
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-| [Usage](./docs/guides/usage.md) | Basic and advanced usage |
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-| [Guides](./docs/guides/) | Step-by-step guides: Usage, Projects, API Integration, MCP Setup, A2A Setup |
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-| [Development Setup](./docs/setup/dev-setup.md) | Development and customization |
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-| [WebSocket Infrastructure](./docs/developer/websockets.md) | Real-time WebSocket handlers, client APIs, filtering semantics, envelopes |
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-| [Extensions](./docs/developer/extensions.md) | Extending Agent Zero |
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-| [Connectivity](./docs/developer/connectivity.md) | External API endpoints, MCP server connections, A2A protocol |
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-| [Architecture](./docs/developer/architecture.md) | System design and components |
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-| [Contributing](./docs/guides/contribution.md) | How to contribute |
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-| [Troubleshooting](./docs/guides/troubleshooting.md) | Common issues and their solutions |
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+Agent Zero is built for people who want to understand and shape their tools.
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+You can help by improving docs, creating skills, publishing plugins, testing model/provider setups, reporting bugs, sharing workflows, or contributing core improvements. Start with the [Contributing guide](./docs/guides/contribution.md), browse the [Plugin Hub](./docs/guides/usage.md), or bring ideas to Discord.
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-## 🤝 Community and Support
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+## Community and Support
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-- [Join our Discord](https://discord.gg/B8KZKNsPpj) for live discussions or [visit our Skool Community](https://www.skool.com/agent-zero).
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-- [Follow our YouTube channel](https://www.youtube.com/@AgentZeroFW) for hands-on explanations and tutorials
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-- [Report Issues](https://github.com/agent0ai/agent-zero/issues) for bug fixes and features
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+- [Discord](https://discord.gg/B8KZKNsPpj) for live discussion and help.
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+- [Skool Community](https://www.skool.com/agent-zero) for community learning.
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+- [YouTube](https://www.youtube.com/@AgentZeroFW) for demos and tutorials.
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+- [X](https://x.com/Agent0ai), [LinkedIn](https://www.linkedin.com/company/109758317), and [Warpcast](https://warpcast.com/agent-zero) for updates.
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+- [GitHub Issues](https://github.com/agent0ai/agent-zero/issues) for bugs and feature requests.
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